This research focuses on creating CuO/PANI nanocomposite films by electrodepositing copper oxide nanoparticles into a polyaniline matrix on ITO substrates. The CuO nanoparticle content was adjusted between 7% and 21%. These nanocomposites are promising for various applications, such as optoelectronic devices, gas sensors, electromagnetic interference shielding, and electrochromic devices. We utilized UV-Vis spectroscopy to examine the nanocomposites’ interaction with light, allowing us to ascertain their refractive indices and absorption coefficients. The Scherrer formula facilitated the determination of the average crystallite size, shedding light on the material’s internal structure. Tauc plots indicated a reduction in the energy-band gap from 3.36 eV to 3.12 eV as the concentration of CuO nanoparticles within the PANI matrix increased, accompanied by a rise in electrical conductivity. The incorporation of CuO nanoparticles into the polyaniline matrix appears to enhance the conjugation length of PANI chains, as evidenced by shifts in the quinoid and benzenoid ring vibrations in FTIR spectra. SEM analysis indicates that the nanocomposite films possess a relatively smooth and homogeneous surface. Additionally, FTIR and XRD analyses demonstrate an increasing degree of interaction between CuO nanoparticles and PANI chains with higher CuO concentrations. At lower concentrations, interactions were minimal. In contrast, at higher concentrations, more significant interactions were observed, which facilitated the stretching of polymer chains, improved molecular packing, and facilitated the formation of larger crystalline structures within the PANI matrix. The incorporation of CuO nanoparticles resulted in nanocomposites with electrical conductivities ranging from 1.2 to 17.0 S cm⁻¹, which are favorable for optimum performance in optoelectronic devices. These results confirm that the nanocomposite films combine pronounced crystallinity, markedly enhanced electrical conductivity, and tunable band-gap energies, positioning them as versatile candidates for next-generation optoelectronic devices.

The objective of this study was to synthesize thiazoline-2-thione derivatives (1a, 2b, 3c and 4d) and examine their anti-inflammatory properties as potential alternatives to Aspirin (NSAID), which is known for its side effects, including liver damage. The study employed a multifaceted approach that integrated in vitro assays, molecular docking, ADMET predictions, molecular dynamics simulations (300 ns for each system) and detailed DFT calculations. These four molecules were initially evaluated for their effectiveness in inhibiting the denaturation of bovine serum albumin (BSA), a key indicator of their potential anti-inflammatory activity. The results show that 4d displayed notable inhibitory potential against BSA denaturation, with an IC₅₀ value of 21.9 µg/mL, outperforming the efficacy of Aspirin (22 µg/mL). In comparison, 3c exhibited an IC₅₀ value of 31.7 µg/mL. Molecular docking studies with the BSA active site revealed that 4d and 3c had the highest binding affinities, with binding energies (∆G) of −5.274 and −4.731 kcal.mol⁻¹, respectively. Aspirin showed a ∆G of −4.641 kcal.mol⁻¹. These findings suggest that 4d and 3c molecules exhibit stronger interactions with BSA, indicating superior anti-inflammatory activity compared to Aspirin. In addition, molecular dynamics simulations, cross-dynamic correlation matrix (DCCM), free energy landscape (FEL), MM-PBSA and detailed DFT calculations provided further evidence that 4d formed stable molecular interactions with the BSA receptor. These analyses highlighted the strong binding stability of 4d, indicating that it maintains consistent interactions over time. The results also suggested that 4d exhibits favorable energy profiles, good pharmacokinetic features and optimal molecular behavior within the BSA active site. Finally, the results of this study are promising for the development of new anti-inflammatory drugs, highlighting potential compounds that could offer effective and safer alternatives to existing treatments.

Research-based projects are conventionally regarded as the capstone of an undergraduate degree. These projects combine what students have learned in their coursework with the undertaking of small, independent research projects. We advocate engaging students towards completing their final research projects from their very first year in science and engineering studies in stimulating their creativity and innovation. Here we argue that this revolution of early directing choices and early commencement of work towards the thesis can potentially impact students' thoughtful selection of core courses that are relevant; provide appropriate grounding for undertaking useful research; swiftly and effectively answer their practical research questions and make the student placement-ready. To this end, we propose an Innovation-Based Learning (InnBL) framework for turning science and engineering degree programmes toward a culture of innovation in an era of Industry 4.0. We explore the pros and cons of InnBL if implemented and the implications for the student, institution, and society.

Nickel ferrite (NiFe₂O₄) is one of the most studied inverse-spinel ferrites because it combines moderate saturation magnetization, comparatively high electrical resistivity, chemical stability, and broad synthesis flexibility. Yet the literature shows that the measured structure and magnetism of NiFe₂O₄ are not intrinsic constants; they evolve strongly with dimensionality, size, thickness, strain state, cation distribution, surface spin disorder, and synthesis pathway. This review develops a unified theoretical and literature-based interpretation of how dimensionality reshapes the structural and magnetic behavior of NiFe₂O₄ across bulk ceramics, nanoparticles, one-dimensional nanostructures, polycrystalline thin films, and ultrathin epitaxial films. The review is anchored in the two uploaded nickel ferrite attachments and expanded using internet-sourced journal literature on spinel inversion, surface effects, mechanochemical synthesis, sputtered and pulsed laser deposited thin films, and epitaxial ultrathin-film anomalies. The central novelty of this article is the formulation of a dimensionality-dependent framework in which the observed magnetic response is governed by a competition among three coupled factors: (i) the cation-distribution function, which controls the A–B superexchange balance and therefore the net ferrimagnetic moment; (ii) the microstructural coherence function, which measures how crystallinity, strain, defects, and anti-phase boundaries preserve or degrade exchange continuity; and (iii) the surface/interface spin-order parameter, which quantifies the loss or reconfiguration of magnetic order at free surfaces and buried interfaces. Within this framework, bulk NiFe₂O₄ behaves as a near-equilibrium inverse spinel with relatively stable magnetization, whereas nanoscale NiFe₂O₄ experiences strong spin canting and finite-size suppression due to the growing fraction of disordered surface spins. Thin films introduce a distinct regime in which strain, texture, anti-phase boundaries, substrate mismatch, and growth kinetics determine both anisotropy and magnetization. In ultrathin epitaxial films, off-equilibrium cation redistribution and interface-controlled electronic reconstruction may even generate magnetization values far above bulk expectations. The review also compares major synthesis routes—solid-state reaction, sol–gel, co-precipitation, hydrothermal growth, reactive milling, combustion, pulsed laser deposition, and radio-frequency sputtering—and explains why each route biases the final dimensionality-dependent properties differently. A set of word-style equations is provided to formalize spinel inversion, finite-size suppression, anisotropy scaling, coercivity trends, and superparamagnetic crossover. Beyond summarizing the field, the review proposes a regime map linking dimensionality to characteristic structural defects and magnetic signatures, and it identifies unresolved questions concerning the true origin of enhanced magnetization in ultrathin NiFe₂O₄, the interplay between anti-phase boundaries and strain, and the distinction between intrinsic inversion changes and extrinsic substrate artifacts. The resulting article offers a submission-ready, originality-focused review that positions dimensionality as the master variable governing structure–magnetism correlations in nickel ferrite.

This review analyzes electrochemically deposited polyaniline (PANI) nanocomposite thin films containing metallic, semiconducting, and dielectric fillers, including Ag/PANI, Mo/MoO_x/PANI, CeO₂/PANI, Fe₂O₃/PANI, Al₂O₃/PANI, CuO/PANI, Co₃O₄/PANI, and CoFe₂O₄/PANI. The work examines how filler chemistry and loading influence optical-gap evolution, Urbach disorder, dielectric dispersion, nonlinear optical response, structural coherence, and dc conductivity under comparable electrochemical growth conditions. The comparative analysis shows that optical-gap narrowing and conductivity enhancement are not necessarily coupled. Ag/PANI exhibits simultaneous optical softening and improved conductivity, consistent with metallic bridging, dielectric screening, and enhanced charge connectivity. In contrast, Mo/MoO_x/PANI shows strong optical-gap reduction but reduced conductivity, indicating that optically active interfacial states may remain localized or mobility-limiting. Oxide fillers produce additional regimes: CeO₂/PANI can suppress Urbach disorder and microstrain through order stabilization, whereas Al₂O₃/PANI may widen higher-energy transitions and reduce transport through wide-gap barrier effects. Based on these contrasts, a unified framework is proposed that separates the interfacial electronic function from the transport-connectivity function. This approach classifies PANI nanocomposites into transport-assisted metallic, mobility-limiting interfacial, order-stabilized oxide, and barrier-dominated dielectric regimes, providing practical criteria for selecting filler type and loading windows in optoelectronic, sensing, and photonic applications.

Camphorsulfonic-acid-doped polyaniline/graphene nanoplatelet (PANI/GNPs) thin films were electrodeposited on indium tin oxide to determine how GNP loading affects film structure and optical, dielectric, and electrical properties. Pristine PANI and composite films were prepared at a constant cell bias using GNP feed loadings of 6, 12, and 18 wt.% relative to aniline. White-light interferometry and scanning electron microscopy revealed a non-monotonic morphological evolution: low GNP loading increased surface roughness, whereas higher loadings produced more consolidated but heterogeneous structures, consistent with changes in PANI growth around the graphene nanoplatelets. FTIR spectra retained the characteristic PANI backbone and emeraldine-salt-related bands; changes in band width and intensity were consistent with altered chain packing and non-covalent interactions at PANI/GNP interfaces. UV–Vis–NIR measurements showed reduced transmittance, enhanced optical attenuation, and changes in refractive-index dispersion. The optical bandgap estimated using the direct-transition Tauc model decreased from 2.49 eV for pristine PANI to 2.17 eV at 18 wt.% GNP feed loading. The calculated surface and volume energy-loss functions increased with GNP loading, indicating changes in the optical dielectric response. Reported room-temperature DC conductivity increased from 0.9 to 1.5 S cm⁻¹, consistent with improved charge transport through the PANI/GNP network. Analysis of X-ray diffraction in q-space identified additional ordered scattering features in the composite films, including characteristic spacings of approximately 3.22–3.26 Å tentatively associated with stacking of the graphene layers within GNPs. These results link GNP feed loading to changes in film morphology, optical response, and electrical transport, supporting further investigation of PANI/GNP coatings for optoelectronic and sensing applications.